AI Papers - 2026-01-25

Today's papers: - VERSA: Verified Event Data Format for Reliable Soccer Analytics: https://arxiv.org/abs/2601.21981v1 - DynaWeb: Model-Based Reinforcement Learning of Web Agents: https://arxiv.org/abs/2601.22149v1 - AgenticSimLaw: A Juvenile Courtroom Multi-Agent Debate Simulation for Explainable High-Stakes Tabular Decision Making: https://arxiv.org/abs/2601.21936v1 - SymbXRL: Symbolic Explainable Deep Reinforcement Learning for Mobile Networks: https://arxiv.org/abs/2601.22024v1 - StepShield: When, Not Whether to Intervene on Rogue Agents: https://arxiv.org/abs/2601.22136v1 This podcast is from Colin Davis (colin-davis.com) using Claude & Elevenlabs.